{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Replicating the IOI paper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "__author__ = \"Aryaman Arora\"\n",
    "__version__ = \"1/24/2023\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Overview\n",
    "\n",
    "We're going to try to replicate some results of the original IOI paper ([Wang et al., 2022](https://arxiv.org/abs/2211.00593)) using `pyvene`, as a demonstration of path patching and verification of their results."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    # This library is our indicator that the required installs\n",
    "    # need to be done.\n",
    "    import pyvene\n",
    "\n",
    "except ModuleNotFoundError:\n",
    "    !pip install git+https://github.com/frankaging/pyvene.git"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[0;32mIn [58], line 27\u001b[0m\n\u001b[1;32m     23\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mwarnings\u001b[39;00m\n\u001b[1;32m     25\u001b[0m warnings\u001b[38;5;241m.\u001b[39mfilterwarnings(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mignore\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m---> 27\u001b[0m config, tokenizer, gpt2 \u001b[38;5;241m=\u001b[39m \u001b[43mpv\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_gpt2_lm\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcache_dir\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m/Users/aryamanarora/.cache/huggingface/hub/\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m     28\u001b[0m _ \u001b[38;5;241m=\u001b[39m gpt2\u001b[38;5;241m.\u001b[39meval()\n\u001b[1;32m     30\u001b[0m titles\u001b[38;5;241m=\u001b[39m{\n\u001b[1;32m     31\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mblock_output\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msingle restored layer in GPT2-XL\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m     32\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmlp_activation\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcenter of interval of 10 patched mlp layer\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m     33\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mattention_output\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcenter of interval of 10 patched attn layer\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     34\u001b[0m }\n",
      "File \u001b[0;32m~/Documents/Code/pyvene/pyvene/models/gpt2/modelings_intervenable_gpt2.py:84\u001b[0m, in \u001b[0;36mcreate_gpt2_lm\u001b[0;34m(name, config, cache_dir)\u001b[0m\n\u001b[1;32m     81\u001b[0m \u001b[38;5;124;03m\"\"\"Creates a GPT2 LM, config, and tokenizer from the given name and revision\"\"\"\u001b[39;00m\n\u001b[1;32m     82\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtransformers\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m GPT2LMHeadModel, GPT2Tokenizer, GPT2Config\n\u001b[0;32m---> 84\u001b[0m tokenizer \u001b[38;5;241m=\u001b[39m \u001b[43mGPT2Tokenizer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfrom_pretrained\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mgpt2\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m     85\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m config \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m     86\u001b[0m     config \u001b[38;5;241m=\u001b[39m GPT2Config\u001b[38;5;241m.\u001b[39mfrom_pretrained(name)\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/transformers/tokenization_utils_base.py:1968\u001b[0m, in \u001b[0;36mPreTrainedTokenizerBase.from_pretrained\u001b[0;34m(cls, pretrained_model_name_or_path, cache_dir, force_download, local_files_only, token, revision, *init_inputs, **kwargs)\u001b[0m\n\u001b[1;32m   1965\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtokenizer_file\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m vocab_files:\n\u001b[1;32m   1966\u001b[0m     \u001b[38;5;66;03m# Try to get the tokenizer config to see if there are versioned tokenizer files.\u001b[39;00m\n\u001b[1;32m   1967\u001b[0m     fast_tokenizer_file \u001b[38;5;241m=\u001b[39m FULL_TOKENIZER_FILE\n\u001b[0;32m-> 1968\u001b[0m     resolved_config_file \u001b[38;5;241m=\u001b[39m \u001b[43mcached_file\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1969\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpretrained_model_name_or_path\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1970\u001b[0m \u001b[43m        \u001b[49m\u001b[43mTOKENIZER_CONFIG_FILE\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1971\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcache_dir\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_dir\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1972\u001b[0m \u001b[43m        \u001b[49m\u001b[43mforce_download\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mforce_download\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1973\u001b[0m \u001b[43m        \u001b[49m\u001b[43mresume_download\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mresume_download\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1974\u001b[0m \u001b[43m        \u001b[49m\u001b[43mproxies\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mproxies\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1975\u001b[0m \u001b[43m        \u001b[49m\u001b[43mtoken\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtoken\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1976\u001b[0m \u001b[43m        \u001b[49m\u001b[43mrevision\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrevision\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1977\u001b[0m \u001b[43m        \u001b[49m\u001b[43mlocal_files_only\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlocal_files_only\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1978\u001b[0m \u001b[43m        \u001b[49m\u001b[43msubfolder\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubfolder\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1979\u001b[0m \u001b[43m        \u001b[49m\u001b[43muser_agent\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43muser_agent\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1980\u001b[0m \u001b[43m        \u001b[49m\u001b[43m_raise_exceptions_for_missing_entries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m   1981\u001b[0m \u001b[43m        \u001b[49m\u001b[43m_raise_exceptions_for_connection_errors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m   1982\u001b[0m \u001b[43m        \u001b[49m\u001b[43m_commit_hash\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcommit_hash\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1983\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1984\u001b[0m     commit_hash \u001b[38;5;241m=\u001b[39m extract_commit_hash(resolved_config_file, commit_hash)\n\u001b[1;32m   1985\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m resolved_config_file \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/transformers/utils/hub.py:429\u001b[0m, in \u001b[0;36mcached_file\u001b[0;34m(path_or_repo_id, filename, cache_dir, force_download, resume_download, proxies, token, revision, local_files_only, subfolder, repo_type, user_agent, _raise_exceptions_for_missing_entries, _raise_exceptions_for_connection_errors, _commit_hash, **deprecated_kwargs)\u001b[0m\n\u001b[1;32m    426\u001b[0m user_agent \u001b[38;5;241m=\u001b[39m http_user_agent(user_agent)\n\u001b[1;32m    427\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    428\u001b[0m     \u001b[38;5;66;03m# Load from URL or cache if already cached\u001b[39;00m\n\u001b[0;32m--> 429\u001b[0m     resolved_file \u001b[38;5;241m=\u001b[39m \u001b[43mhf_hub_download\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    430\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpath_or_repo_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    431\u001b[0m \u001b[43m        \u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    432\u001b[0m \u001b[43m        \u001b[49m\u001b[43msubfolder\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43msubfolder\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m==\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43msubfolder\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    433\u001b[0m \u001b[43m        \u001b[49m\u001b[43mrepo_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrepo_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    434\u001b[0m \u001b[43m        \u001b[49m\u001b[43mrevision\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrevision\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    435\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcache_dir\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_dir\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    436\u001b[0m \u001b[43m        \u001b[49m\u001b[43muser_agent\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43muser_agent\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    437\u001b[0m \u001b[43m        \u001b[49m\u001b[43mforce_download\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mforce_download\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    438\u001b[0m \u001b[43m        \u001b[49m\u001b[43mproxies\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mproxies\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    439\u001b[0m \u001b[43m        \u001b[49m\u001b[43mresume_download\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mresume_download\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    440\u001b[0m \u001b[43m        \u001b[49m\u001b[43mtoken\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtoken\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    441\u001b[0m \u001b[43m        \u001b[49m\u001b[43mlocal_files_only\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlocal_files_only\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    442\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    443\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m GatedRepoError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    444\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mEnvironmentError\u001b[39;00m(\n\u001b[1;32m    445\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYou are trying to access a gated repo.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mMake sure to request access at \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    446\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhttps://huggingface.co/\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpath_or_repo_id\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m and pass a token having permission to this repo either \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    447\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mby logging in with `huggingface-cli login` or by passing `token=<your_token>`.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    448\u001b[0m     ) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01me\u001b[39;00m\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/huggingface_hub/utils/_validators.py:118\u001b[0m, in \u001b[0;36mvalidate_hf_hub_args.<locals>._inner_fn\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    115\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m check_use_auth_token:\n\u001b[1;32m    116\u001b[0m     kwargs \u001b[38;5;241m=\u001b[39m smoothly_deprecate_use_auth_token(fn_name\u001b[38;5;241m=\u001b[39mfn\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m, has_token\u001b[38;5;241m=\u001b[39mhas_token, kwargs\u001b[38;5;241m=\u001b[39mkwargs)\n\u001b[0;32m--> 118\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/huggingface_hub/file_download.py:1232\u001b[0m, in \u001b[0;36mhf_hub_download\u001b[0;34m(repo_id, filename, subfolder, repo_type, revision, endpoint, library_name, library_version, cache_dir, local_dir, local_dir_use_symlinks, user_agent, force_download, force_filename, proxies, etag_timeout, resume_download, token, local_files_only, legacy_cache_layout)\u001b[0m\n\u001b[1;32m   1230\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m   1231\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 1232\u001b[0m         metadata \u001b[38;5;241m=\u001b[39m \u001b[43mget_hf_file_metadata\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1233\u001b[0m \u001b[43m            \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1234\u001b[0m \u001b[43m            \u001b[49m\u001b[43mtoken\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtoken\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1235\u001b[0m \u001b[43m            \u001b[49m\u001b[43mproxies\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mproxies\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1236\u001b[0m \u001b[43m            \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43metag_timeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1237\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1238\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m EntryNotFoundError \u001b[38;5;28;01mas\u001b[39;00m http_error:\n\u001b[1;32m   1239\u001b[0m         \u001b[38;5;66;03m# Cache the non-existence of the file and raise\u001b[39;00m\n\u001b[1;32m   1240\u001b[0m         commit_hash \u001b[38;5;241m=\u001b[39m http_error\u001b[38;5;241m.\u001b[39mresponse\u001b[38;5;241m.\u001b[39mheaders\u001b[38;5;241m.\u001b[39mget(HUGGINGFACE_HEADER_X_REPO_COMMIT)\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/huggingface_hub/utils/_validators.py:118\u001b[0m, in \u001b[0;36mvalidate_hf_hub_args.<locals>._inner_fn\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    115\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m check_use_auth_token:\n\u001b[1;32m    116\u001b[0m     kwargs \u001b[38;5;241m=\u001b[39m smoothly_deprecate_use_auth_token(fn_name\u001b[38;5;241m=\u001b[39mfn\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m, has_token\u001b[38;5;241m=\u001b[39mhas_token, kwargs\u001b[38;5;241m=\u001b[39mkwargs)\n\u001b[0;32m--> 118\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/huggingface_hub/file_download.py:1599\u001b[0m, in \u001b[0;36mget_hf_file_metadata\u001b[0;34m(url, token, proxies, timeout)\u001b[0m\n\u001b[1;32m   1596\u001b[0m headers[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAccept-Encoding\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124midentity\u001b[39m\u001b[38;5;124m\"\u001b[39m  \u001b[38;5;66;03m# prevent any compression => we want to know the real size of the file\u001b[39;00m\n\u001b[1;32m   1598\u001b[0m \u001b[38;5;66;03m# Retrieve metadata\u001b[39;00m\n\u001b[0;32m-> 1599\u001b[0m r \u001b[38;5;241m=\u001b[39m \u001b[43m_request_wrapper\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1600\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mHEAD\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1601\u001b[0m \u001b[43m    \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1602\u001b[0m \u001b[43m    \u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1603\u001b[0m \u001b[43m    \u001b[49m\u001b[43mallow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m   1604\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfollow_relative_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m   1605\u001b[0m \u001b[43m    \u001b[49m\u001b[43mproxies\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mproxies\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1606\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1607\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1608\u001b[0m hf_raise_for_status(r)\n\u001b[1;32m   1610\u001b[0m \u001b[38;5;66;03m# Return\u001b[39;00m\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/huggingface_hub/file_download.py:417\u001b[0m, in \u001b[0;36m_request_wrapper\u001b[0;34m(method, url, max_retries, base_wait_time, max_wait_time, timeout, follow_relative_redirects, **params)\u001b[0m\n\u001b[1;32m    415\u001b[0m \u001b[38;5;66;03m# 2. Force relative redirection\u001b[39;00m\n\u001b[1;32m    416\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m follow_relative_redirects:\n\u001b[0;32m--> 417\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43m_request_wrapper\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    418\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    419\u001b[0m \u001b[43m        \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    420\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmax_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmax_retries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    421\u001b[0m \u001b[43m        \u001b[49m\u001b[43mbase_wait_time\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbase_wait_time\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    422\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmax_wait_time\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmax_wait_time\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    423\u001b[0m \u001b[43m        \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    424\u001b[0m \u001b[43m        \u001b[49m\u001b[43mfollow_relative_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    425\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    426\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    428\u001b[0m     \u001b[38;5;66;03m# If redirection, we redirect only relative paths.\u001b[39;00m\n\u001b[1;32m    429\u001b[0m     \u001b[38;5;66;03m# This is useful in case of a renamed repository.\u001b[39;00m\n\u001b[1;32m    430\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;241m300\u001b[39m \u001b[38;5;241m<\u001b[39m\u001b[38;5;241m=\u001b[39m response\u001b[38;5;241m.\u001b[39mstatus_code \u001b[38;5;241m<\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m399\u001b[39m:\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/huggingface_hub/file_download.py:452\u001b[0m, in \u001b[0;36m_request_wrapper\u001b[0;34m(method, url, max_retries, base_wait_time, max_wait_time, timeout, follow_relative_redirects, **params)\u001b[0m\n\u001b[1;32m    449\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m response\n\u001b[1;32m    451\u001b[0m \u001b[38;5;66;03m# 3. Exponential backoff\u001b[39;00m\n\u001b[0;32m--> 452\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mhttp_backoff\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    453\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    454\u001b[0m \u001b[43m    \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    455\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmax_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmax_retries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    456\u001b[0m \u001b[43m    \u001b[49m\u001b[43mbase_wait_time\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbase_wait_time\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    457\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmax_wait_time\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmax_wait_time\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    458\u001b[0m \u001b[43m    \u001b[49m\u001b[43mretry_on_exceptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mTimeout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mProxyError\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    459\u001b[0m \u001b[43m    \u001b[49m\u001b[43mretry_on_status_codes\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    460\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    461\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    462\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/huggingface_hub/utils/_http.py:258\u001b[0m, in \u001b[0;36mhttp_backoff\u001b[0;34m(method, url, max_retries, base_wait_time, max_wait_time, retry_on_exceptions, retry_on_status_codes, **kwargs)\u001b[0m\n\u001b[1;32m    255\u001b[0m     kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mseek(io_obj_initial_pos)\n\u001b[1;32m    257\u001b[0m \u001b[38;5;66;03m# Perform request and return if status_code is not in the retry list.\u001b[39;00m\n\u001b[0;32m--> 258\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43msession\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    259\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m response\u001b[38;5;241m.\u001b[39mstatus_code \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m retry_on_status_codes:\n\u001b[1;32m    260\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m response\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/requests/sessions.py:589\u001b[0m, in \u001b[0;36mSession.request\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m    584\u001b[0m send_kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m    585\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimeout\u001b[39m\u001b[38;5;124m\"\u001b[39m: timeout,\n\u001b[1;32m    586\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mallow_redirects\u001b[39m\u001b[38;5;124m\"\u001b[39m: allow_redirects,\n\u001b[1;32m    587\u001b[0m }\n\u001b[1;32m    588\u001b[0m send_kwargs\u001b[38;5;241m.\u001b[39mupdate(settings)\n\u001b[0;32m--> 589\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprep\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43msend_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    591\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resp\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/requests/sessions.py:703\u001b[0m, in \u001b[0;36mSession.send\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m    700\u001b[0m start \u001b[38;5;241m=\u001b[39m preferred_clock()\n\u001b[1;32m    702\u001b[0m \u001b[38;5;66;03m# Send the request\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m r \u001b[38;5;241m=\u001b[39m \u001b[43madapter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    705\u001b[0m \u001b[38;5;66;03m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[1;32m    706\u001b[0m elapsed \u001b[38;5;241m=\u001b[39m preferred_clock() \u001b[38;5;241m-\u001b[39m start\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/huggingface_hub/utils/_http.py:63\u001b[0m, in \u001b[0;36mUniqueRequestIdAdapter.send\u001b[0;34m(self, request, *args, **kwargs)\u001b[0m\n\u001b[1;32m     61\u001b[0m \u001b[38;5;124;03m\"\"\"Catch any RequestException to append request id to the error message for debugging.\"\"\"\u001b[39;00m\n\u001b[1;32m     62\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 63\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     64\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m requests\u001b[38;5;241m.\u001b[39mRequestException \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m     65\u001b[0m     request_id \u001b[38;5;241m=\u001b[39m request\u001b[38;5;241m.\u001b[39mheaders\u001b[38;5;241m.\u001b[39mget(X_AMZN_TRACE_ID)\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/requests/adapters.py:486\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    483\u001b[0m     timeout \u001b[38;5;241m=\u001b[39m TimeoutSauce(connect\u001b[38;5;241m=\u001b[39mtimeout, read\u001b[38;5;241m=\u001b[39mtimeout)\n\u001b[1;32m    485\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 486\u001b[0m     resp \u001b[38;5;241m=\u001b[39m \u001b[43mconn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43murlopen\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    487\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    488\u001b[0m \u001b[43m        \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    489\u001b[0m \u001b[43m        \u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbody\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    490\u001b[0m \u001b[43m        \u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    491\u001b[0m \u001b[43m        \u001b[49m\u001b[43mredirect\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    492\u001b[0m \u001b[43m        \u001b[49m\u001b[43massert_same_host\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    493\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpreload_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    494\u001b[0m \u001b[43m        \u001b[49m\u001b[43mdecode_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    495\u001b[0m \u001b[43m        \u001b[49m\u001b[43mretries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmax_retries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    496\u001b[0m \u001b[43m        \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    497\u001b[0m \u001b[43m        \u001b[49m\u001b[43mchunked\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunked\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    498\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    500\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (ProtocolError, \u001b[38;5;167;01mOSError\u001b[39;00m) \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m    501\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(err, request\u001b[38;5;241m=\u001b[39mrequest)\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/urllib3/connectionpool.py:703\u001b[0m, in \u001b[0;36mHTTPConnectionPool.urlopen\u001b[0;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[1;32m    700\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prepare_proxy(conn)\n\u001b[1;32m    702\u001b[0m \u001b[38;5;66;03m# Make the request on the httplib connection object.\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m httplib_response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    704\u001b[0m \u001b[43m    \u001b[49m\u001b[43mconn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    705\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    706\u001b[0m \u001b[43m    \u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    707\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout_obj\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    708\u001b[0m \u001b[43m    \u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbody\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    709\u001b[0m \u001b[43m    \u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    710\u001b[0m \u001b[43m    \u001b[49m\u001b[43mchunked\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunked\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    711\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    713\u001b[0m \u001b[38;5;66;03m# If we're going to release the connection in ``finally:``, then\u001b[39;00m\n\u001b[1;32m    714\u001b[0m \u001b[38;5;66;03m# the response doesn't need to know about the connection. Otherwise\u001b[39;00m\n\u001b[1;32m    715\u001b[0m \u001b[38;5;66;03m# it will also try to release it and we'll have a double-release\u001b[39;00m\n\u001b[1;32m    716\u001b[0m \u001b[38;5;66;03m# mess.\u001b[39;00m\n\u001b[1;32m    717\u001b[0m response_conn \u001b[38;5;241m=\u001b[39m conn \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m release_conn \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/urllib3/connectionpool.py:386\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m    384\u001b[0m \u001b[38;5;66;03m# Trigger any extra validation we need to do.\u001b[39;00m\n\u001b[1;32m    385\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 386\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_conn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mconn\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    387\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (SocketTimeout, BaseSSLError) \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    388\u001b[0m     \u001b[38;5;66;03m# Py2 raises this as a BaseSSLError, Py3 raises it as socket timeout.\u001b[39;00m\n\u001b[1;32m    389\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_raise_timeout(err\u001b[38;5;241m=\u001b[39me, url\u001b[38;5;241m=\u001b[39murl, timeout_value\u001b[38;5;241m=\u001b[39mconn\u001b[38;5;241m.\u001b[39mtimeout)\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/urllib3/connectionpool.py:1042\u001b[0m, in \u001b[0;36mHTTPSConnectionPool._validate_conn\u001b[0;34m(self, conn)\u001b[0m\n\u001b[1;32m   1040\u001b[0m \u001b[38;5;66;03m# Force connect early to allow us to validate the connection.\u001b[39;00m\n\u001b[1;32m   1041\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(conn, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msock\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m):  \u001b[38;5;66;03m# AppEngine might not have  `.sock`\u001b[39;00m\n\u001b[0;32m-> 1042\u001b[0m     \u001b[43mconn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1044\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m conn\u001b[38;5;241m.\u001b[39mis_verified:\n\u001b[1;32m   1045\u001b[0m     warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[1;32m   1046\u001b[0m         (\n\u001b[1;32m   1047\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnverified HTTPS request is being made to host \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   1052\u001b[0m         InsecureRequestWarning,\n\u001b[1;32m   1053\u001b[0m     )\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/urllib3/connection.py:358\u001b[0m, in \u001b[0;36mHTTPSConnection.connect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    356\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mconnect\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m    357\u001b[0m     \u001b[38;5;66;03m# Add certificate verification\u001b[39;00m\n\u001b[0;32m--> 358\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msock \u001b[38;5;241m=\u001b[39m conn \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_new_conn\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    359\u001b[0m     hostname \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhost\n\u001b[1;32m    360\u001b[0m     tls_in_tls \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/urllib3/connection.py:174\u001b[0m, in \u001b[0;36mHTTPConnection._new_conn\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    171\u001b[0m     extra_kw[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msocket_options\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msocket_options\n\u001b[1;32m    173\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 174\u001b[0m     conn \u001b[38;5;241m=\u001b[39m \u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_connection\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    175\u001b[0m \u001b[43m        \u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dns_host\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mport\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mextra_kw\u001b[49m\n\u001b[1;32m    176\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    178\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m SocketTimeout:\n\u001b[1;32m    179\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m ConnectTimeoutError(\n\u001b[1;32m    180\u001b[0m         \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m    181\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mConnection to \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m timed out. (connect timeout=\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m)\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    182\u001b[0m         \u001b[38;5;241m%\u001b[39m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhost, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtimeout),\n\u001b[1;32m    183\u001b[0m     )\n",
      "File \u001b[0;32m~/opt/miniconda3/lib/python3.9/site-packages/urllib3/util/connection.py:85\u001b[0m, in \u001b[0;36mcreate_connection\u001b[0;34m(address, timeout, source_address, socket_options)\u001b[0m\n\u001b[1;32m     83\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m source_address:\n\u001b[1;32m     84\u001b[0m         sock\u001b[38;5;241m.\u001b[39mbind(source_address)\n\u001b[0;32m---> 85\u001b[0m     \u001b[43msock\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[43msa\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     86\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m sock\n\u001b[1;32m     88\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m socket\u001b[38;5;241m.\u001b[39merror \u001b[38;5;28;01mas\u001b[39;00m e:\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "import random\n",
    "import pandas as pd\n",
    "from tutorial_ioi_utils import *\n",
    "import pyvene as pv\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%config InlineBackend.figure_formats = ['svg']\n",
    "from plotnine import (\n",
    "    ggplot,\n",
    "    geom_tile,\n",
    "    aes,\n",
    "    scale_y_reverse,\n",
    "    scale_fill_cmap,\n",
    "    geom_text,\n",
    "    theme_bw,\n",
    "    xlim,\n",
    "    ylim,\n",
    "    scale_x_continuous\n",
    ")\n",
    "\n",
    "# please try not to do this, the plot somehow throw warnings though :(\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "config, tokenizer, gpt2 = pv.create_gpt2_lm(cache_dir=\"/Users/aryamanarora/.cache/huggingface/hub/\")\n",
    "_ = gpt2.eval()\n",
    "\n",
    "titles={\n",
    "    \"block_output\": \"single restored layer in GPT2-XL\",\n",
    "    \"mlp_activation\": \"center of interval of 10 patched mlp layer\",\n",
    "    \"attention_output\": \"center of interval of 10 patched attn layer\"\n",
    "}\n",
    "\n",
    "colors={\n",
    "    \"block_output\": \"Purples\",\n",
    "    \"mlp_activation\": \"Greens\",\n",
    "    \"attention_output\": \"Reds\"\n",
    "} "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Path patching config\n",
    "\n",
    "This is taken from the `pyvene` 101 tutorial. Basically, we'll intervene at all positions for a single attention head, and restore the base input for all upstream model components. This will get the direct effect of the intervention on the logits."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def path_patching_config(\n",
    "    layer, last_layer, \n",
    "    component=\"head_attention_value_output\", unit=\"h.pos\"\n",
    "):\n",
    "    intervening_component = [\n",
    "        {\"layer\": layer, \"component\": component, \"unit\": unit, \"group_key\": 0}]\n",
    "    restoring_components = []\n",
    "    if not component.startswith(\"mlp_\"):\n",
    "        restoring_components += [\n",
    "            {\"layer\": layer, \"component\": \"mlp_output\", \"group_key\": 1}]\n",
    "    for i in range(layer+1, last_layer):\n",
    "        restoring_components += [\n",
    "            {\"layer\": i, \"component\": \"attention_output\", \"group_key\": 1},\n",
    "            {\"layer\": i, \"component\": \"mlp_output\", \"group_key\": 1}\n",
    "        ]\n",
    "    intervenable_config = pv.IntervenableConfig(\n",
    "        intervening_component + restoring_components)\n",
    "    return intervenable_config, len(restoring_components)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dataset + Utils\n",
    "\n",
    "Just sampling prompts for the IOI task."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_distribution = PromptDistribution(\n",
    "    names=NAMES,\n",
    "    objects=OBJECTS,\n",
    "    places=PLACES,\n",
    "    templates=TEMPLATES,\n",
    ")\n",
    "\n",
    "D_test = test_distribution.sample_das(\n",
    "    tokenizer=tokenizer,\n",
    "    base_patterns=[\n",
    "        \"ABB\",\n",
    "    ],\n",
    "    source_patterns=[\"DCE\"],\n",
    "    labels=\"name\",\n",
    "    samples_per_combination=25,\n",
    ") + test_distribution.sample_das(\n",
    "    tokenizer=tokenizer,\n",
    "    base_patterns=[\n",
    "        \"BAB\",\n",
    "    ],\n",
    "    source_patterns=[\"DCE\"],\n",
    "    labels=\"name\",\n",
    "    samples_per_combination=25,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "tokenizer.pad_token = tokenizer.eos_token\n",
    "\n",
    "def get_last_token(logits, attention_mask):\n",
    "    last_token_indices = attention_mask.sum(1) - 1\n",
    "    batch_indices = torch.arange(logits.size(0)).unsqueeze(1)\n",
    "    return logits[batch_indices, last_token_indices.unsqueeze(1)].squeeze(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<===PROMPT=== Then, Justin and Bryan went to the hospital. Justin gave a necklace to>] torch.Size([1, 15])  Bryan\n",
      "[<===PROMPT=== Then, Courtney and Thomas went to the hospital. Ashley gave a necklace to>] torch.Size([1, 15])  None\n"
     ]
    }
   ],
   "source": [
    "for batch in D_test.batches(batch_size=1):\n",
    "    print(batch.base, batch.base.tokens['input_ids'].shape, tokenizer.decode(batch.patched_answer_tokens[0][1]))\n",
    "    print(batch.source, batch.source.tokens['input_ids'].shape, tokenizer.decode(batch.patched_answer_tokens[0][0]))\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We're also implementing the logit diff metric, which checks the difference in logits between the two names in the sentence. Positive logit diff means a correct prediction is more likely (the IO, i.e. non-subject name)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_logit_diff(logits: torch.tensor, batch):\n",
    "    base_logit = get_last_token(logits, batch.base.tokens['attention_mask'])\n",
    "    base_label = batch.patched_answer_tokens[:, 1].to(gpt2.device)\n",
    "    logit_diffs = []\n",
    "    for batch_i in range(base_logit.size(0)):\n",
    "        correct_name = base_label[batch_i]\n",
    "        other_name = tokenizer.encode(' ' + batch.base.prompts[batch_i].s_name)[0]\n",
    "        logit_diffs.append(base_logit[batch_i, correct_name] - base_logit[batch_i, other_name])\n",
    "    return logit_diffs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "They reported a baseline logit difference of 3.56 and a task accuracy of 99.3% for GPT-2 in the paper. Let's check if this holds on our dataset (it pretty much does):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 10/10 [00:02<00:00,  4.54it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "avg logit diff: 3.7562549114227295\n",
      "argmax acc: 0.94\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "with torch.no_grad():\n",
    "    logit_diffs = []\n",
    "    argmax_acc = 0\n",
    "    for batch in tqdm(D_test.batches(batch_size=5), total=10):\n",
    "        base_label = batch.patched_answer_tokens[:, 1].to(gpt2.device)\n",
    "        base_logit = get_last_token(gpt2(**batch.base.tokens).logits, batch.base.tokens['attention_mask'])\n",
    "        src_logit = get_last_token(gpt2(**batch.source.tokens).logits, batch.source.tokens['attention_mask'])\n",
    "        for batch_i in range(5):\n",
    "            other_name = tokenizer.encode(' ' + batch.base.prompts[batch_i].s_name)[0]\n",
    "            correct_name = base_label[batch_i]\n",
    "\n",
    "            # logit diff\n",
    "            logit_diffs.append(\n",
    "                base_logit[batch_i, base_label[batch_i]] - base_logit[batch_i, other_name].item())\n",
    "\n",
    "            # baseline accuracy\n",
    "            argmax = base_logit[batch_i].argmax()\n",
    "            if argmax == base_label[batch_i]:\n",
    "                argmax_acc += 1\n",
    "\n",
    "    logit_diff = (sum(logit_diffs) / len(logit_diffs)).item()\n",
    "    print(\"avg logit diff:\", logit_diff)\n",
    "    print(\"argmax acc:\", argmax_acc / 50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Name mover heads\n",
    "\n",
    "We will replicate figure 3, which identifies heads which directly affect the logits."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:Detected use_fast=True means the intervention location will be static within a batch.\n",
      "\n",
      "In case multiple location tags are passed only the first one will be considered\n",
      "100%|██████████| 50/50 [00:07<00:00,  6.68it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'layer': 8, 'head': 0, 'logit_diff': tensor(3.7504), 'accuracy': 0.94, 'kl_div': tensor(-74.3469), 'label_logit': -74.34694038391113, 'label_prob': 0.5380359962582588}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 50/50 [00:06<00:00,  7.44it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'layer': 8, 'head': 1, 'logit_diff': tensor(3.7568), 'accuracy': 0.94, 'kl_div': tensor(-74.4057), 'label_logit': -74.40572700500488, 'label_prob': 0.5395114549994469}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 50/50 [00:06<00:00,  7.22it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'layer': 8, 'head': 2, 'logit_diff': tensor(3.8010), 'accuracy': 0.94, 'kl_div': tensor(-74.4281), 'label_logit': -74.42814888000488, 'label_prob': 0.5384641465544701}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 50/50 [00:06<00:00,  7.38it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'layer': 8, 'head': 3, 'logit_diff': tensor(3.7179), 'accuracy': 0.92, 'kl_div': tensor(-74.5966), 'label_logit': -74.59663963317871, 'label_prob': 0.5215314196050167}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 50/50 [00:08<00:00,  5.84it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'layer': 8, 'head': 4, 'logit_diff': tensor(3.7548), 'accuracy': 0.94, 'kl_div': tensor(-74.4089), 'label_logit': -74.40891792297363, 'label_prob': 0.5398365586996079}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 50/50 [00:07<00:00,  6.36it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'layer': 8, 'head': 5, 'logit_diff': tensor(3.7737), 'accuracy': 0.94, 'kl_div': tensor(-74.4948), 'label_logit': -74.49480590820312, 'label_prob': 0.5443936404585838}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 50/50 [00:08<00:00,  6.24it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'layer': 8, 'head': 6, 'logit_diff': tensor(3.8182), 'accuracy': 0.94, 'kl_div': tensor(-74.4737), 'label_logit': -74.47373725891113, 'label_prob': 0.5551303905248642}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 50/50 [00:06<00:00,  7.79it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'layer': 8, 'head': 7, 'logit_diff': tensor(3.7553), 'accuracy': 0.94, 'kl_div': tensor(-74.4145), 'label_logit': -74.41451263427734, 'label_prob': 0.5396078166365623}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 50/50 [00:07<00:00,  7.13it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'layer': 8, 'head': 8, 'logit_diff': tensor(3.7844), 'accuracy': 0.94, 'kl_div': tensor(-74.4013), 'label_logit': -74.40127014160156, 'label_prob': 0.536662351489067}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 50/50 [00:07<00:00,  7.08it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'layer': 8, 'head': 9, 'logit_diff': tensor(3.7546), 'accuracy': 0.94, 'kl_div': tensor(-74.4106), 'label_logit': -74.41055702209472, 'label_prob': 0.5401303231716156}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 50/50 [00:07<00:00,  6.89it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'layer': 8, 'head': 10, 'logit_diff': tensor(3.5075), 'accuracy': 0.94, 'kl_div': tensor(-74.2388), 'label_logit': -74.23884353637695, 'label_prob': 0.5428883665800095}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 50/50 [00:06<00:00,  7.37it/s]\n",
      "WARNING:root:Detected use_fast=True means the intervention location will be static within a batch.\n",
      "\n",
      "In case multiple location tags are passed only the first one will be considered\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'layer': 8, 'head': 11, 'logit_diff': tensor(3.7405), 'accuracy': 0.92, 'kl_div': tensor(-74.6022), 'label_logit': -74.60216705322266, 'label_prob': 0.5177586142718792}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 50/50 [00:06<00:00,  7.30it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'layer': 9, 'head': 0, 'logit_diff': tensor(3.7050), 'accuracy': 0.94, 'kl_div': tensor(-74.6208), 'label_logit': -74.620824508667, 'label_prob': 0.5102730639278888}\n"
     ]
    },
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      "{'layer': 9, 'head': 1, 'logit_diff': tensor(3.7559), 'accuracy': 0.94, 'kl_div': tensor(-74.4151), 'label_logit': -74.41508010864258, 'label_prob': 0.5392078700661659}\n"
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      "{'layer': 9, 'head': 6, 'logit_diff': tensor(2.7914), 'accuracy': 0.7, 'kl_div': tensor(-76.0374), 'label_logit': -76.03742889404298, 'label_prob': 0.29187622375786304}\n"
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      "{'layer': 9, 'head': 7, 'logit_diff': tensor(3.7026), 'accuracy': 0.94, 'kl_div': tensor(-74.3311), 'label_logit': -74.33110733032227, 'label_prob': 0.5488018499314785}\n"
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      "{'layer': 9, 'head': 9, 'logit_diff': tensor(1.4911), 'accuracy': 0.22, 'kl_div': tensor(-77.3908), 'label_logit': -77.39078643798828, 'label_prob': 0.12255394758656621}\n"
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      "{'layer': 9, 'head': 10, 'logit_diff': tensor(3.7551), 'accuracy': 0.94, 'kl_div': tensor(-74.3962), 'label_logit': -74.39617370605468, 'label_prob': 0.5393955698609352}\n"
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      "WARNING:root:Detected use_fast=True means the intervention location will be static within a batch.\n",
      "\n",
      "In case multiple location tags are passed only the first one will be considered\n"
     ]
    },
    {
     "name": "stdout",
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      "{'layer': 9, 'head': 11, 'logit_diff': tensor(3.7567), 'accuracy': 0.94, 'kl_div': tensor(-74.4002), 'label_logit': -74.40017051696778, 'label_prob': 0.5373660787940026}\n"
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      "{'layer': 10, 'head': 0, 'logit_diff': tensor(3.1255), 'accuracy': 0.66, 'kl_div': tensor(-75.9131), 'label_logit': -75.91307647705078, 'label_prob': 0.3100175105780363}\n"
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      "{'layer': 10, 'head': 1, 'logit_diff': tensor(3.6291), 'accuracy': 0.92, 'kl_div': tensor(-74.7467), 'label_logit': -74.74669570922852, 'label_prob': 0.4808885481953621}\n"
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      "{'layer': 10, 'head': 6, 'logit_diff': tensor(3.4450), 'accuracy': 0.9, 'kl_div': tensor(-75.0385), 'label_logit': -75.0384928894043, 'label_prob': 0.4376738278567791}\n"
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      "{'layer': 10, 'head': 7, 'logit_diff': tensor(5.1090), 'accuracy': 0.98, 'kl_div': tensor(-72.2116), 'label_logit': -72.21165046691894, 'label_prob': 0.8099988362193108}\n"
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      "{'layer': 10, 'head': 9, 'logit_diff': tensor(3.7759), 'accuracy': 0.92, 'kl_div': tensor(-74.4457), 'label_logit': -74.44571556091309, 'label_prob': 0.5376637886464596}\n"
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      "{'layer': 10, 'head': 10, 'logit_diff': tensor(3.1971), 'accuracy': 0.8, 'kl_div': tensor(-75.1706), 'label_logit': -75.17062294006348, 'label_prob': 0.38778901934623716}\n"
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      "WARNING:root:Detected use_fast=True means the intervention location will be static within a batch.\n",
      "\n",
      "In case multiple location tags are passed only the first one will be considered\n"
     ]
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    {
     "name": "stdout",
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      "{'layer': 10, 'head': 11, 'logit_diff': tensor(3.7515), 'accuracy': 0.94, 'kl_div': tensor(-74.4513), 'label_logit': -74.4512720489502, 'label_prob': 0.5345661920309067}\n"
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      "{'layer': 11, 'head': 1, 'logit_diff': tensor(3.6884), 'accuracy': 0.9, 'kl_div': tensor(-74.3526), 'label_logit': -74.35264060974121, 'label_prob': 0.5213113659620285}\n"
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    {
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     "output_type": "stream",
     "text": [
      "{'layer': 11, 'head': 11, 'logit_diff': tensor(3.7668), 'accuracy': 0.94, 'kl_div': tensor(-76.5733), 'label_logit': -76.57328651428223, 'label_prob': 0.507421883046627}\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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   ],
   "source": [
    "data = []\n",
    "\n",
    "with torch.no_grad():\n",
    "    for layer in range(8, 12):\n",
    "        intervenable_config, num_restores = path_patching_config(layer, 12)\n",
    "        intervenable = IntervenableModel(intervenable_config, gpt2, use_fast=True)\n",
    "\n",
    "        for head in range(gpt2.config.n_head):\n",
    "            eval_labels, eval_preds, logit_diffs = [], [], []\n",
    "            for batch_dataset in tqdm(D_test.batches(batch_size=1), total=50):\n",
    "                # prepare\n",
    "                base_inputs = batch_dataset.base.tokens\n",
    "                source_inputs = batch_dataset.source.tokens\n",
    "                labels = batch_dataset.patched_answer_tokens[:, 1].to(gpt2.device)\n",
    "                pos = list(range(base_inputs[\"input_ids\"].shape[-1]))\n",
    "\n",
    "                # inference\n",
    "                _, counterfactual_outputs = intervenable(\n",
    "                    {\"input_ids\": base_inputs[\"input_ids\"]}, \n",
    "                    [{\"input_ids\": source_inputs[\"input_ids\"]}, {\"input_ids\": base_inputs[\"input_ids\"]}],\n",
    "                    {\"sources->base\": ((\n",
    "                        [[[[head]], [pos]]]+[[pos]]*num_restores, \n",
    "                        [[[[head]], [pos]]]+[[pos]]*num_restores\n",
    "                    ))}\n",
    "                )\n",
    "                logit_diffs.extend(compute_logit_diff(counterfactual_outputs.logits, batch_dataset))\n",
    "                eval_labels += [labels]\n",
    "                last_token_logits = get_last_token(counterfactual_outputs.logits, batch_dataset.base.tokens['attention_mask']).unsqueeze(1)\n",
    "                eval_preds += [last_token_logits]\n",
    "            \n",
    "            # metrics\n",
    "            eval_metrics = compute_metrics(\n",
    "                eval_preds, eval_labels,\n",
    "            )\n",
    "            mean_logit_diff = sum(logit_diffs) / len(logit_diffs)\n",
    "            data.append({\"layer\": layer, \"head\": head, \"logit_diff\": mean_logit_diff, **eval_metrics})\n",
    "            print(data[-1])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
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       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-01-24T23:28:03.019961</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.2, https://matplotlib.org/</dc:title>\n",
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      "\n"
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   ],
   "source": [
    "df = pd.DataFrame(data)\n",
    "df[\"logit_diff\"] = df[\"logit_diff\"].apply(lambda x: x.item())\n",
    "df[\"logit_diff_relative\"] = (df[\"logit_diff\"] - logit_diff) / logit_diff\n",
    "lim = df[\"logit_diff_relative\"].abs().max()\n",
    "df[\"formatted\"] = df[\"logit_diff_relative\"].apply(lambda x: f\"{x:.2f}\")\n",
    "plot = (\n",
    "    ggplot(df, aes(x=\"head\", y=\"layer\", fill=\"logit_diff_relative\")) + geom_tile()\n",
    "    + scale_fill_cmap(\"RdBu\", limits=(-lim, lim)) + scale_y_reverse(expand=[0, 0])\n",
    "    + geom_text(aes(label=\"formatted\"), size=8, color=\"black\")\n",
    "    + theme_bw() + scale_x_continuous(expand=[0, 0])\n",
    ")\n",
    "print(plot)"
   ]
  }
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